compare
BentoML vs Triton Inference Server
The same facts for both, read from GitHub every night, and the relation a person reviewed.
| Fact | BentoML | Triton Inference Server |
|---|---|---|
| Language | Python | Python |
| Licence | Apache-2.0 | BSD-3-Clause |
| Stars | 8.9k | 11k |
| Latest | v1.4.39 | v2.73.0 |
| Last push | 2026-10-05 | 2026-10-06 |
| Release cadence | about 25 days between releases | about 32 days between releases |
| Active contributors | 2 commit authors on the default branch in the last 90 days | 8 commit authors on the default branch in the last 90 days |
| Flags | none | none |
How they relate
Both replace Amazon SageMaker. Alternatives to Amazon SageMaker →
PartialBentoMLPackages models as API services and container images to run anywhere.
PartialTriton Inference ServerServes TensorRT, PyTorch, ONNX and other models over HTTP and gRPC, with dynamic batching.
BentoML
- v1.4.392026-05-07ci: pre-commit autoupdate [skip ci] by @pre-commit-ci[bot] in
- v1.4.382026-04-02feat: native support for src-layout projects
- v1.4.372026-03-25docs: Update slack to forum link
- v1.4.362026-03-06fix: correct typo 'seperators' to 'separators'
- v1.4.352026-02-03fix(client): recreate connector on session refresh to prevent closed session errors
Triton Inference Server
- v2.73.02026-09-30Release 2.73.0 corresponding to NGC container 26.09
- v2.72.02026-08-31Release 2.72.0 corresponding to NGC container 26.08
- v2.71.02026-07-29Release 2.71.0 corresponding to NGC container 26.07
- v2.70.02026-06-26Release 2.70.0 corresponding to NGC container 26.06
- v2.69.02026-06-02Release 2.69.0 corresponding to NGC container 26.05
BentoML
✓ signed The latest release, v1.4.39, carries a signature GitHub verified.
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Triton Inference Server
✓ signed The latest release, v2.73.0, carries a signature GitHub verified.
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